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Research Questions

Atlanta Market

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Average Rent vs Pet Inclusivity Score by RPL THEME

All Themes

## `geom_smooth()` using formula = 'y ~ x'

Socioeconomic Status

## `geom_smooth()` using formula = 'y ~ x'

Household Characteristics

## `geom_smooth()` using formula = 'y ~ x'

Race & Ethinc Minorities

## `geom_smooth()` using formula = 'y ~ x'

Housing Type & Transportation

## `geom_smooth()` using formula = 'y ~ x'

Desnsity Plots of PI SCORE by RPL THEMES

All Themes

Socioeconomic Status

Household Characteristics

Race & Ethinc Minorities

Housing Type & Transportation

Bar Charts of True/False Columns

Average Rent Boxplot by PetsAllow

Percent Frequency of RPL THEMES

RPL Theme 1 2 3 4 5
All Themes 13.23% 14.93% 18.82% 26.40% 26.62%
Socioeconomic Status 10.68% 14.05% 14.48% 23.00% 37.78%
Household Characteristics - 32.5% 14.6% 17.1% 18.8% 17.1%
Racial & Ethnic Minority Status 0.3% 6.5% 16.6% 34.7% 41.8%
Housing Type & Transportation 11.93% 19.88% 25.22% 23.70% 19.27%

Correlation Plot

Histograms to Check Distributions

Summary Stats

Data summary
Name func_df
Number of rows 3295
Number of columns 45
_______________________
Column type frequency:
character 21
logical 8
numeric 16
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
PropName 0 1.00 3 48 0 3246 0
PropStat 0 1.00 6 8 0 2 0
MgmtCo 0 1.00 4 84 0 469 0
OnsiteMgr 1 1.00 3 26 0 2248 0
Address 0 1.00 10 46 0 3288 0
City 0 1.00 4 17 0 90 0
County 11 1.00 4 9 0 24 0
State 0 1.00 2 2 0 1 0
Market 0 1.00 7 7 0 1 0
SubMkt 0 1.00 6 33 0 37 0
BldgClass 809 0.75 1 2 0 9 0
BldgTier 0 1.00 1 3 0 4 0
HsgType 1 1.00 7 35 0 15 0
BldgType 0 1.00 8 9 0 3 0
Website 693 0.79 16 125 0 2578 0
HTypConv 0 1.00 5 12 0 2 0
ALL_QUIN 0 1.00 1 1 0 5 0
SOCIO_QUI 0 1.00 1 1 0 5 0
HH_QUI 0 1.00 1 1 0 5 0
RACE_QUI 0 1.00 1 1 0 5 0
HTYPE_QUI 0 1.00 1 1 0 5 0

Variable type: logical

skim_variable n_missing complete_rate mean count
PetsAllow 0 1.00 0.71 TRU: 2353, FAL: 942
BreedRestr 942 0.71 0.87 TRU: 2041, FAL: 312
WalkArea 942 0.71 0.51 TRU: 1200, FAL: 1153
IntvwReq 942 0.71 0.15 FAL: 1991, TRU: 362
WashArea 942 0.71 0.14 FAL: 2028, TRU: 325
MaxPetsPolicy 0 1.00 0.96 TRU: 3149, FAL: 146
WgtLimitPolicy 0 1.00 0.82 TRU: 2689, FAL: 606
PI 0 1.00 0.52 TRU: 1700, FAL: 1595

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
Zip 0 1.00 30239.87 178.40 30002 30080 30281.00 30329.00 31907.00 ▇▁▁▁▁
Units 0 1.00 184.43 150.26 0 64 164.00 276.00 1738.00 ▇▁▁▁▁
Stories 243 0.93 3.56 3.68 1 2 3.00 4.00 39.00 ▇▁▁▁▁
YrBuilt 68 0.98 1990.49 23.77 1840 1972 1990.00 2010.00 2025.00 ▁▁▁▇▇
AvgRent 739 0.78 1488.25 530.45 410 1200 1400.15 1662.51 5260.66 ▇▇▁▁▁
WgtLimit 942 0.71 116.61 90.11 0 50 75.00 255.00 255.00 ▇▆▁▂▆
MaxPets 942 0.71 17.68 61.06 0 2 2.00 2.00 255.00 ▇▁▁▁▁
RefDepMin 2422 0.26 305.75 120.21 10 250 300.00 350.00 1000.00 ▂▇▁▁▁
RefDepMax 2385 0.28 355.80 188.35 25 300 300.00 400.00 3300.00 ▇▁▁▁▁
RefDepAvg 2376 0.28 331.17 140.12 25 255 300.00 400.00 1800.00 ▇▃▁▁▁
NonRefMin 1327 0.60 348.28 120.77 10 300 350.00 400.00 2500.00 ▇▁▁▁▁
NonRefMax 1325 0.60 377.42 145.59 10 300 350.00 450.00 2500.00 ▇▁▁▁▁
NonRefAvg 1318 0.60 362.76 126.63 10 300 350.00 400.00 2500.00 ▇▁▁▁▁
PetRent 1461 0.56 23.70 16.38 8 20 20.00 25.00 400.00 ▇▁▁▁▁
WasteArea 942 0.71 1.00 0.00 1 1 1.00 1.00 1.00 ▁▁▇▁▁
PI_SCORE 0 1.00 40.24 27.03 0 0 50.00 58.00 100.00 ▅▁▇▂▁

DFW

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Average Rent vs Pet Inclusivity Score by RPL THEME

All Themes

## `geom_smooth()` using formula = 'y ~ x'

Socioeconomic Status

## `geom_smooth()` using formula = 'y ~ x'

Household Characteristics

## `geom_smooth()` using formula = 'y ~ x'

Race & Ethinc Minorities

## `geom_smooth()` using formula = 'y ~ x'

Housing Type & Transportation

## `geom_smooth()` using formula = 'y ~ x'

Desnsity Plots of PI SCORE by RPL THEMES

All Themes

Socioeconomic Status

Household Characteristics

Race & Ethinc Minorities

Housing Type & Transportation

Bar Charts of True/False Columns

Average Rent Boxplot by PetsAllow

Percent Frequency of RPL THEMES

RPL Theme 1 2 3 4 5
All Themes 12.00% 15.85% 16.13% 24.98% 31.05%
Socioeconomic Status 9.0% 14.8% 16.3% 24.5% 35.3%
Household Characteristics - 32.5% 13.9% 15.0% 18.0% 20.5%
Racial & Ethnic Minority Status 0.9% 6.8% 18.5% 40.5% 33.3%
Housing Type & Transportation 11.62% 18.02% 22.67% 24.21% 23.48%

Correlation Plot

Histograms to Check Distributions

Summary Stats

Data summary
Name func_df
Number of rows 5060
Number of columns 45
_______________________
Column type frequency:
character 21
logical 8
numeric 16
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
PropName 0 1.00 3 43 0 4874 0
PropStat 0 1.00 6 8 0 2 0
MgmtCo 0 1.00 5 88 0 684 0
OnsiteMgr 1 1.00 3 26 0 3681 0
Address 0 1.00 8 45 0 5021 0
City 3 1.00 4 20 0 142 0
County 22 1.00 4 10 0 22 0
State 0 1.00 2 2 0 1 0
Market 0 1.00 3 3 0 1 0
SubMkt 0 1.00 5 31 0 72 0
BldgClass 1028 0.80 1 2 0 9 0
BldgTier 0 1.00 1 3 0 4 0
HsgType 4 1.00 7 35 0 14 0
BldgType 0 1.00 8 9 0 4 0
Website 909 0.82 18 127 0 4114 0
HTypConv 0 1.00 5 12 0 2 0
ALL_QUIN 0 1.00 1 1 0 5 0
SOCIO_QUI 0 1.00 1 1 0 5 0
HH_QUI 0 1.00 1 1 0 5 0
RACE_QUI 0 1.00 1 1 0 5 0
HTYPE_QUI 0 1.00 1 1 0 5 0

Variable type: logical

skim_variable n_missing complete_rate mean count
PetsAllow 0 1.00 0.83 TRU: 4221, FAL: 839
BreedRestr 839 0.83 0.82 TRU: 3465, FAL: 756
WalkArea 839 0.83 0.53 TRU: 2228, FAL: 1993
IntvwReq 839 0.83 0.19 FAL: 3429, TRU: 792
WashArea 839 0.83 0.16 FAL: 3553, TRU: 668
MaxPetsPolicy 0 1.00 0.96 TRU: 4857, FAL: 203
WgtLimitPolicy 0 1.00 0.74 TRU: 3739, FAL: 1321
PI 0 1.00 0.62 TRU: 3120, FAL: 1940

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
Zip 1 1.00 75476.25 1170.77 0.00 75081.00 75226.00 76039.00 79934.00 ▁▁▁▁▇
Units 0 1.00 200.44 185.82 0.00 72.00 186.00 288.00 7000.00 ▇▁▁▁▁
Stories 287 0.94 3.08 2.97 1.00 2.00 2.00 3.00 49.00 ▇▁▁▁▁
YrBuilt 56 0.99 1991.99 22.12 1900.00 1976.00 1986.00 2013.00 2025.00 ▁▁▅▇▇
AvgRent 772 0.85 1416.98 561.70 438.89 1127.44 1328.88 1566.49 10111.67 ▇▁▁▁▁
WgtLimit 839 0.83 129.90 95.09 0.00 45.00 99.00 255.00 255.00 ▇▅▁▂▇
MaxPets 839 0.83 14.32 54.22 0.00 2.00 2.00 2.00 255.00 ▇▁▁▁▁
RefDepMin 2711 0.46 272.12 130.45 1.00 200.00 250.00 300.00 3010.00 ▇▁▁▁▁
RefDepMax 2668 0.47 296.67 161.89 20.00 200.00 250.00 350.00 3325.00 ▇▁▁▁▁
RefDepAvg 2661 0.47 285.16 134.35 2.00 200.00 250.00 350.00 1825.00 ▇▂▁▁▁
NonRefMin 1523 0.70 319.45 118.04 15.00 250.00 300.00 400.00 1500.00 ▇▆▁▁▁
NonRefMax 1507 0.70 338.63 185.49 1.00 250.00 300.00 400.00 7081.00 ▇▁▁▁▁
NonRefAvg 1495 0.70 328.87 138.20 15.00 250.00 300.00 400.00 3740.50 ▇▁▁▁▁
PetRent 1581 0.69 23.35 16.44 1.00 20.00 20.00 25.00 500.00 ▇▁▁▁▁
WasteArea 839 0.83 1.00 0.00 1.00 1.00 1.00 1.00 1.00 ▁▁▇▁▁
PI_SCORE 0 1.00 47.51 23.48 0.00 43.00 53.00 60.00 100.00 ▂▁▇▃▁

Los Angeles

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Average Rent vs Pet Inclusivity Score by RPL THEME

All Themes

## `geom_smooth()` using formula = 'y ~ x'

Socioeconomic Status

## `geom_smooth()` using formula = 'y ~ x'

Household Characteristics

## `geom_smooth()` using formula = 'y ~ x'

Race & Ethinc Minorities

## `geom_smooth()` using formula = 'y ~ x'

Housing Type & Transportation

## `geom_smooth()` using formula = 'y ~ x'

Desnsity Plots of PI SCORE by RPL THEMES

All Themes

Socioeconomic Status

Household Characteristics

Race & Ethinc Minorities

Housing Type & Transportation

Bar Charts of True/False Columns

Average Rent Boxplot by PetsAllow

Percent Frequency of RPL THEMES

RPL Theme 1 2 3 4 5
All Themes 3.3% 9.9% 11.5% 20.0% 55.2%
Socioeconomic Status 4.8% 9.8% 14.3% 19.7% 51.5%
Household Characteristics - 18.46% 13.71% 17.78% 25.49% 24.55%
Racial & Ethnic Minority Status 0.1% 2.2% 13.1% 22.5% 62.1%
Housing Type & Transportation 1.9% 8.2% 16.2% 24.9% 48.8%

Correlation Plot

Histograms to Check Distributions

Summary Stats

Data summary
Name func_df
Number of rows 15321
Number of columns 45
_______________________
Column type frequency:
character 21
logical 8
numeric 16
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
PropName 0 1.00 2 46 0 14919 0
PropStat 0 1.00 6 8 0 2 0
MgmtCo 0 1.00 4 84 0 803 0
OnsiteMgr 1 1.00 3 29 0 2692 0
Address 0 1.00 8 46 0 15294 0
City 0 1.00 4 23 0 203 0
County 50 1.00 4 14 0 15 0
State 0 1.00 2 2 0 2 0
Market 0 1.00 11 11 0 1 0
SubMkt 0 1.00 7 32 0 31 0
BldgClass 12378 0.19 1 2 0 9 0
BldgTier 0 1.00 1 3 0 4 0
HsgType 2 1.00 7 35 0 15 0
BldgType 0 1.00 8 9 0 4 0
Website 11289 0.26 15 152 0 3892 0
HTypConv 0 1.00 5 12 0 2 0
ALL_QUIN 0 1.00 1 1 0 5 0
SOCIO_QUI 0 1.00 1 1 0 5 0
HH_QUI 0 1.00 1 1 0 5 0
RACE_QUI 0 1.00 1 1 0 5 0
HTYPE_QUI 0 1.00 1 1 0 5 0

Variable type: logical

skim_variable n_missing complete_rate mean count
PetsAllow 0 1.00 0.16 FAL: 12842, TRU: 2479
BreedRestr 12842 0.16 0.77 TRU: 1911, FAL: 568
WalkArea 12842 0.16 0.21 FAL: 1963, TRU: 516
IntvwReq 12842 0.16 0.10 FAL: 2231, TRU: 248
WashArea 12842 0.16 0.07 FAL: 2309, TRU: 170
MaxPetsPolicy 0 1.00 0.97 TRU: 14825, FAL: 496
WgtLimitPolicy 0 1.00 0.94 TRU: 14352, FAL: 969
PI 0 1.00 0.12 FAL: 13412, TRU: 1909

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
Zip 2 1.00 90939.76 948.21 60056 90201 90723.00 91423.00 95951 ▁▁▁▁▇
Units 0 1.00 40.39 83.82 0 6 12.00 40.00 4248 ▇▁▁▁▁
Stories 1148 0.93 2.47 2.16 1 2 2.00 2.00 53 ▇▁▁▁▁
YrBuilt 315 0.98 1966.42 24.39 1866 1955 1963.00 1984.00 2025 ▁▂▆▇▂
AvgRent 12188 0.20 2347.84 1011.96 358 1750 2206.88 2727.65 16660 ▇▁▁▁▁
WgtLimit 12842 0.16 132.21 106.33 0 30 75.00 255.00 255 ▇▁▁▁▇
MaxPets 12842 0.16 52.76 101.27 0 2 2.00 2.00 255 ▇▁▁▁▂
RefDepMin 13510 0.12 419.44 149.20 1 300 500.00 500.00 2000 ▆▇▁▁▁
RefDepMax 13498 0.12 437.95 157.58 10 300 500.00 500.00 2000 ▅▇▁▁▁
RefDepAvg 13483 0.12 428.19 149.99 3 300 500.00 500.00 2000 ▆▇▁▁▁
NonRefMin 14987 0.02 291.99 175.73 20 105 300.00 500.00 750 ▆▇▂▇▁
NonRefMax 14978 0.02 333.22 212.58 20 175 300.00 500.00 1000 ▇▇▇▁▁
NonRefAvg 14966 0.02 312.51 189.12 20 150 300.00 500.00 750 ▇▇▂▇▁
PetRent 13794 0.10 53.36 46.41 2 50 50.00 55.00 1300 ▇▁▁▁▁
WasteArea 12842 0.16 1.00 0.00 1 1 1.00 1.00 1 ▁▁▇▁▁
PI_SCORE 0 1.00 9.88 23.14 0 0 0.00 0.00 100 ▇▁▁▁▁

Philidelphia

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Average Rent vs Pet Inclusivity Score by RPL THEME

All Themes

## `geom_smooth()` using formula = 'y ~ x'

Socioeconomic Status

## `geom_smooth()` using formula = 'y ~ x'

Household Characteristics

## `geom_smooth()` using formula = 'y ~ x'

Race & Ethinc Minorities

## `geom_smooth()` using formula = 'y ~ x'

Housing Type & Transportation

## `geom_smooth()` using formula = 'y ~ x'

Desnsity Plots of PI SCORE by RPL THEMES

All Themes

Socioeconomic Status

Household Characteristics

Race & Ethinc Minorities

Housing Type & Transportation

Bar Charts of True/False Columns

Average Rent Boxplot by PetsAllow

Percent Frequency of RPL THEMES

RPL Theme 1 2 3 4 5
All Themes 16.77% 17.41% 14.81% 20.86% 30.15%
Socioeconomic Status 17.189% 18.225% 17.217% 20.549% 26.820%
Household Characteristics - 27.968% 11.170% 14.866% 18.057% 27.940%
Racial & Ethnic Minority Status 6.1% 21.6% 25.6% 19.0% 27.7%
Housing Type & Transportation 7.3% 17.4% 21.2% 25.7% 28.5%

Correlation Plot

Histograms to Check Distributions

Summary Stats

Data summary
Name func_df
Number of rows 3572
Number of columns 45
_______________________
Column type frequency:
character 21
logical 8
numeric 16
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
PropName 0 1.00 3 47 0 3512 0
PropStat 0 1.00 6 8 0 2 0
MgmtCo 0 1.00 4 86 0 475 0
OnsiteMgr 1 1.00 3 24 0 1011 0
Address 0 1.00 9 48 0 3558 0
City 0 1.00 4 20 0 205 0
County 357 0.90 5 12 0 10 0
State 0 1.00 2 2 0 1 0
Market 0 1.00 12 12 0 1 0
SubMkt 0 1.00 4 33 0 24 0
BldgClass 2316 0.35 1 2 0 9 0
BldgTier 0 1.00 1 3 0 4 0
HsgType 1 1.00 7 35 0 10 0
BldgType 0 1.00 8 9 0 4 0
Website 1765 0.51 17 144 0 1721 0
HTypConv 0 1.00 5 12 0 2 0
ALL_QUIN 0 1.00 1 1 0 5 0
SOCIO_QUI 0 1.00 1 1 0 5 0
HH_QUI 0 1.00 1 1 0 5 0
RACE_QUI 0 1.00 1 1 0 5 0
HTYPE_QUI 0 1.00 1 1 0 5 0

Variable type: logical

skim_variable n_missing complete_rate mean count
PetsAllow 0 1.00 0.39 FAL: 2176, TRU: 1396
BreedRestr 2176 0.39 0.79 TRU: 1099, FAL: 297
WalkArea 2176 0.39 0.26 FAL: 1039, TRU: 357
IntvwReq 2176 0.39 0.06 FAL: 1311, TRU: 85
WashArea 2176 0.39 0.08 FAL: 1279, TRU: 117
MaxPetsPolicy 0 1.00 0.93 TRU: 3318, FAL: 254
WgtLimitPolicy 0 1.00 0.81 TRU: 2894, FAL: 678
PI 0 1.00 0.30 FAL: 2504, TRU: 1068

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
Zip 0 1.00 19034.15 497.99 15003 19044 19123.0 19152.25 19611 ▁▁▁▁▇
Units 0 1.00 81.90 125.82 0 7 34.0 102.00 1798 ▇▁▁▁▁
Stories 192 0.95 3.83 3.65 1 2 3.0 4.00 46 ▇▁▁▁▁
YrBuilt 162 0.95 1955.04 41.74 1789 1920 1962.0 1981.00 2025 ▁▁▆▇▆
AvgRent 2071 0.42 1632.88 626.36 450 1225 1517.5 1903.75 5907 ▇▆▁▁▁
WgtLimit 2176 0.39 157.91 101.19 0 50 175.0 255.00 255 ▅▂▁▁▇
MaxPets 2176 0.39 48.00 97.68 0 2 2.0 2.00 255 ▇▁▁▁▂
RefDepMin 3061 0.14 293.81 125.73 2 250 300.0 350.00 1310 ▇▇▁▁▁
RefDepMax 3059 0.14 324.32 148.25 20 250 300.0 350.00 1500 ▇▃▁▁▁
RefDepAvg 3046 0.15 307.92 128.80 20 250 300.0 350.00 1310 ▇▇▁▁▁
NonRefMin 2698 0.24 292.75 97.04 1 250 300.0 350.00 700 ▁▅▇▁▁
NonRefMax 2767 0.23 315.07 115.06 1 250 300.0 350.00 1000 ▁▇▁▁▁
NonRefAvg 2693 0.25 301.49 101.06 1 250 300.0 350.00 750 ▁▇▅▁▁
PetRent 2592 0.27 37.61 67.32 2 25 35.0 40.00 2050 ▇▁▁▁▁
WasteArea 2176 0.39 1.00 0.00 1 1 1.0 1.00 1 ▁▁▇▁▁
PI_SCORE 0 1.00 23.55 30.58 0 0 0.0 54.00 100 ▇▁▃▂▁

Info on Variables